Default Prediction

Dataset statistics

Number of variables	33
Number of observations	29986
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	35
Duplicate rows (%)	0.1%
Total size in memory	7.8 MiB
Average record size in memory	272.0 B

Variable types

Numeric	28
Categorical	5

Warnings

Dataset has 35 (0.1%) duplicate rows	Duplicates
`SEX` is highly correlated with `SE_MA` and 1 other fields	High correlation
`AGE` is highly correlated with `AgeBin`	High correlation
`BILL_AMT1` is highly correlated with `BILL_AMT2`	High correlation
`BILL_AMT2` is highly correlated with `BILL_AMT1` and 1 other fields	High correlation
`BILL_AMT3` is highly correlated with `BILL_AMT2` and 1 other fields	High correlation
`BILL_AMT4` is highly correlated with `BILL_AMT3` and 2 other fields	High correlation
`BILL_AMT5` is highly correlated with `BILL_AMT4` and 1 other fields	High correlation
`BILL_AMT6` is highly correlated with `BILL_AMT4` and 1 other fields	High correlation
`SE_MA` is highly correlated with `SEX`	High correlation
`AgeBin` is highly correlated with `AGE`	High correlation
`SE_AG` is highly correlated with `SEX`	High correlation
`Closeness_6` is highly correlated with `Closeness_5`	High correlation
`Closeness_5` is highly correlated with `Closeness_6` and 1 other fields	High correlation
`Closeness_4` is highly correlated with `Closeness_5`	High correlation
`Closeness_3` is highly correlated with `Closeness_2`	High correlation
`Closeness_2` is highly correlated with `Closeness_3` and 1 other fields	High correlation
`Closeness_1` is highly correlated with `Closeness_2`	High correlation
`PAY_AMT2` is highly skewed (γ1 = 30.46741983)	Skewed
`PAY_0` has 14733 (49.1%) zeros	Zeros
`PAY_2` has 15726 (52.4%) zeros	Zeros
`PAY_3` has 15762 (52.6%) zeros	Zeros
`PAY_4` has 16452 (54.9%) zeros	Zeros
`PAY_5` has 16944 (56.5%) zeros	Zeros
`PAY_6` has 16285 (54.3%) zeros	Zeros
`BILL_AMT1` has 2004 (6.7%) zeros	Zeros
`BILL_AMT2` has 2504 (8.4%) zeros	Zeros
`BILL_AMT3` has 2869 (9.6%) zeros	Zeros
`BILL_AMT4` has 3194 (10.7%) zeros	Zeros
`BILL_AMT5` has 3502 (11.7%) zeros	Zeros
`BILL_AMT6` has 4017 (13.4%) zeros	Zeros
`PAY_AMT1` has 5247 (17.5%) zeros	Zeros
`PAY_AMT2` has 5394 (18.0%) zeros	Zeros
`PAY_AMT3` has 5966 (19.9%) zeros	Zeros
`PAY_AMT4` has 6405 (21.4%) zeros	Zeros
`PAY_AMT5` has 6700 (22.3%) zeros	Zeros
`PAY_AMT6` has 7168 (23.9%) zeros	Zeros

Reproduction

Analysis started	2021-03-05 11:09:25.972318
Analysis finished	2021-03-05 11:11:24.286302
Duration	1 minute and 58.31 seconds
Software version	pandas-profiling v2.12.0
Download configuration	config.yaml

LIMIT_BAL
Real number (ℝ_≥0)

Distinct	81
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	167461.1379

Minimum	10000
Maximum	1000000
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	10000
5-th percentile	20000
Q1	50000
median	140000
Q3	240000
95-th percentile	430000
Maximum	1000000
Range	990000
Interquartile range (IQR)	190000

Descriptive statistics

Standard deviation	129760.9827
Coefficient of variation (CV)	0.7748722145
Kurtosis	0.5368061035
Mean	167461.1379
Median Absolute Deviation (MAD)	90000
Skewness	0.9933272738
Sum	5021489680
Variance	1.683791264 × 10¹⁰
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
50000	3364	11.2%
20000	1976	6.6%
30000	1610	5.4%
80000	1567	5.2%
200000	1526	5.1%
150000	1109	3.7%
100000	1047	3.5%
180000	995	3.3%
360000	880	2.9%
60000	825	2.8%
Other values (71)	15087	50.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10000	493	1.6%
16000	2	< 0.1%
20000	1976	6.6%
30000	1610	5.4%
40000	230	0.8%

Value	Count	Frequency (%)
1000000	1	< 0.1%
800000	2	< 0.1%
780000	2	< 0.1%
760000	1	< 0.1%
750000	4	< 0.1%

SEX
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.5 KiB

2	18106
1	11880

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	1

Value	Count	Frequency (%)
2	18106	60.4%
1	11880	39.6%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	18106	60.4%
1	11880	39.6%

Most occurring characters

Value	Count	Frequency (%)
2	18106	60.4%
1	11880	39.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29986	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	18106	60.4%
1	11880	39.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	29986	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	18106	60.4%
1	11880	39.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29986	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	18106	60.4%
1	11880	39.6%

EDUCATION
Categorical

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.5 KiB

2	14030
1	10585
3	4917
5	331
4	123

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29986
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	2
2nd row	2
3rd row	2
4th row	2
5th row	2

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	331	1.1%
4	123	0.4%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	331	1.1%
4	123	0.4%

Most occurring characters

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	331	1.1%
4	123	0.4%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29986	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	331	1.1%
4	123	0.4%

Most occurring scripts

Value	Count	Frequency (%)
Common	29986	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	331	1.1%
4	123	0.4%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29986	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	14030	46.8%
1	10585	35.3%
3	4917	16.4%
5	331	1.1%
4	123	0.4%

MARRIAGE
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.5 KiB

2	15954
1	13655
3	377

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29986
Distinct characters	3
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	2
3rd row	2
4th row	1
5th row	1

Value	Count	Frequency (%)
2	15954	53.2%
1	13655	45.5%
3	377	1.3%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	15954	53.2%
1	13655	45.5%
3	377	1.3%

Most occurring characters

Value	Count	Frequency (%)
2	15954	53.2%
1	13655	45.5%
3	377	1.3%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29986	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	15954	53.2%
1	13655	45.5%
3	377	1.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	29986	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	15954	53.2%
1	13655	45.5%
3	377	1.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29986	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	15954	53.2%
1	13655	45.5%
3	377	1.3%

AGE
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	56
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	35.48392583

Minimum	21
Maximum	79
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	21
5-th percentile	23
Q1	28
median	34
Q3	41
95-th percentile	53
Maximum	79
Range	58
Interquartile range (IQR)	13

Descriptive statistics

Standard deviation	9.218534723
Coefficient of variation (CV)	0.2597946678
Kurtosis	0.04472938413
Mean	35.48392583
Median Absolute Deviation (MAD)	6
Skewness	0.7325757746
Sum	1064021
Variance	84.98138243
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29	1605	5.4%
27	1477	4.9%
28	1408	4.7%
30	1393	4.6%
26	1256	4.2%
31	1217	4.1%
25	1186	4.0%
34	1162	3.9%
32	1158	3.9%
33	1146	3.8%
Other values (46)	16978	56.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
21	67	0.2%
22	560	1.9%
23	931	3.1%
24	1127	3.8%
25	1186	4.0%

Value	Count	Frequency (%)
79	1	< 0.1%
75	3	< 0.1%
74	1	< 0.1%
73	4	< 0.1%
72	3	< 0.1%

PAY_0
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.0164743547

Minimum	-2
Maximum	8
Zeros	14733
Zeros (%)	49.1%
Negative	8438
Negative (%)	28.1%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.123785345
Coefficient of variation (CV)	-68.21422544
Kurtosis	2.722011751
Mean	-0.0164743547
Median Absolute Deviation (MAD)	1
Skewness	0.7323112099
Sum	-494
Variance	1.262893502
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	14733	49.1%
-1	5682	18.9%
1	3685	12.3%
-2	2756	9.2%
2	2667	8.9%
3	322	1.1%
4	76	0.3%
5	26	0.1%
8	19	0.1%
6	11	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	2756	9.2%
-1	5682	18.9%
0	14733	49.1%
1	3685	12.3%
2	2667	8.9%

Value	Count	Frequency (%)
8	19	0.1%
7	9	< 0.1%
6	11	< 0.1%
5	26	0.1%
4	76	0.3%

PAY_2
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1333622357

Minimum	-2
Maximum	8
Zeros	15726
Zeros (%)	52.4%
Negative	9822
Negative (%)	32.8%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.19720764
Coefficient of variation (CV)	-8.977111352
Kurtosis	1.570309426
Mean	-0.1333622357
Median Absolute Deviation (MAD)	0
Skewness	0.7904586596
Sum	-3999
Variance	1.433306134
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15726	52.4%
-1	6044	20.2%
2	3927	13.1%
-2	3778	12.6%
3	326	1.1%
4	99	0.3%
1	28	0.1%
5	25	0.1%
7	20	0.1%
6	12	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	3778	12.6%
-1	6044	20.2%
0	15726	52.4%
1	28	0.1%
2	3927	13.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	20	0.1%
6	12	< 0.1%
5	25	0.1%
4	99	0.3%

PAY_3
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.1658440606

Minimum	-2
Maximum	8
Zeros	15762
Zeros (%)	52.6%
Negative	10012
Negative (%)	33.4%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.19682557
Coefficient of variation (CV)	-7.216571797
Kurtosis	2.085375266
Mean	-0.1658440606
Median Absolute Deviation (MAD)	0
Skewness	0.8406315527
Sum	-4973
Variance	1.432391445
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	15762	52.6%
-1	5931	19.8%
-2	4081	13.6%
2	3818	12.7%
3	240	0.8%
4	76	0.3%
7	27	0.1%
6	23	0.1%
5	21	0.1%
1	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4081	13.6%
-1	5931	19.8%
0	15762	52.6%
1	4	< 0.1%
2	3818	12.7%

Value	Count	Frequency (%)
8	3	< 0.1%
7	27	0.1%
6	23	0.1%
5	21	0.1%
4	76	0.3%

PAY_4
Real number (ℝ)

ZEROS

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2203695058

Minimum	-2
Maximum	8
Zeros	16452
Zeros (%)	54.9%
Negative	10025
Negative (%)	33.4%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.169106503
Coefficient of variation (CV)	-5.305209987
Kurtosis	3.498525213
Mean	-0.2203695058
Median Absolute Deviation (MAD)	0
Skewness	0.9997163765
Sum	-6608
Variance	1.366810015
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
0	16452	54.9%
-1	5681	18.9%
-2	4344	14.5%
2	3158	10.5%
3	180	0.6%
4	69	0.2%
7	58	0.2%
5	35	0.1%
6	5	< 0.1%
8	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4344	14.5%
-1	5681	18.9%
0	16452	54.9%
1	2	< 0.1%
2	3158	10.5%

Value	Count	Frequency (%)
8	2	< 0.1%
7	58	0.2%
6	5	< 0.1%
5	35	0.1%
4	69	0.2%

PAY_5
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2658240512

Minimum	-2
Maximum	8
Zeros	16944
Zeros (%)	56.5%
Negative	10074
Negative (%)	33.6%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.133216354
Coefficient of variation (CV)	-4.26303169
Kurtosis	3.990186627
Mean	-0.2658240512
Median Absolute Deviation (MAD)	0
Skewness	1.008135047
Sum	-7971
Variance	1.284179306
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16944	56.5%
-1	5532	18.4%
-2	4542	15.1%
2	2626	8.8%
3	178	0.6%
4	84	0.3%
7	58	0.2%
5	17	0.1%
6	4	< 0.1%
8	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4542	15.1%
-1	5532	18.4%
0	16944	56.5%
2	2626	8.8%
3	178	0.6%

Value	Count	Frequency (%)
8	1	< 0.1%
7	58	0.2%
6	4	< 0.1%
5	17	0.1%
4	84	0.3%

PAY_6
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-0.2906022811

Minimum	-2
Maximum	8
Zeros	16285
Zeros (%)	54.3%
Negative	10622
Negative (%)	35.4%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2
5-th percentile	-2
Q1	-1
median	0
Q3	0
95-th percentile	2
Maximum	8
Range	10
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.149949673
Coefficient of variation (CV)	-3.957125417
Kurtosis	3.427731675
Mean	-0.2906022811
Median Absolute Deviation (MAD)	0
Skewness	0.9479783161
Sum	-8714
Variance	1.32238425
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
0	16285	54.3%
-1	5733	19.1%
-2	4889	16.3%
2	2766	9.2%
3	184	0.6%
4	49	0.2%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
8	2	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2	4889	16.3%
-1	5733	19.1%
0	16285	54.3%
2	2766	9.2%
3	184	0.6%

Value	Count	Frequency (%)
8	2	< 0.1%
7	46	0.2%
6	19	0.1%
5	13	< 0.1%
4	49	0.2%

BILL_AMT1
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	22715
Distinct (%)	75.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51241.74595

Minimum	-165580
Maximum	964511
Zeros	2004
Zeros (%)	6.7%
Negative	590
Negative (%)	2.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	-165580
5-th percentile	0
Q1	3564.25
median	22393.5
Q3	67141.25
95-th percentile	201217.75
Maximum	964511
Range	1130091
Interquartile range (IQR)	63577

Descriptive statistics

Standard deviation	73647.45693
Coefficient of variation (CV)	1.437255027
Kurtosis	9.801475321
Mean	51241.74595
Median Absolute Deviation (MAD)	21810.5
Skewness	2.663192136
Sum	1536534994
Variance	5423947912
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2004	6.7%
390	244	0.8%
780	76	0.3%
326	72	0.2%
316	63	0.2%
2500	59	0.2%
396	49	0.2%
2400	39	0.1%
416	29	0.1%
500	25	0.1%
Other values (22705)	27326	91.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-165580	1	< 0.1%
-154973	1	< 0.1%
-15308	1	< 0.1%
-14386	1	< 0.1%
-11545	1	< 0.1%

Value	Count	Frequency (%)
964511	1	< 0.1%
746814	1	< 0.1%
653062	1	< 0.1%
630458	1	< 0.1%
626648	1	< 0.1%

BILL_AMT2
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	22339
Distinct (%)	74.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49197.34079

Minimum	-69777
Maximum	983931
Zeros	2504
Zeros (%)	8.4%
Negative	669
Negative (%)	2.2%
Memory size	468.5 KiB

Quantile statistics

Minimum	-69777
5-th percentile	0
Q1	2986
median	21216
Q3	64027.75
95-th percentile	194795
Maximum	983931
Range	1053708
Interquartile range (IQR)	61041.75

Descriptive statistics

Standard deviation	71184.82114
Coefficient of variation (CV)	1.446924163
Kurtosis	10.29805535
Mean	49197.34079
Median Absolute Deviation (MAD)	20826
Skewness	2.704551617
Sum	1475231461
Variance	5067278760
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2504	8.4%
390	231	0.8%
326	75	0.3%
780	75	0.3%
316	72	0.2%
2500	51	0.2%
396	51	0.2%
2400	42	0.1%
-200	29	0.1%
416	28	0.1%
Other values (22329)	26828	89.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-69777	1	< 0.1%
-67526	1	< 0.1%
-33350	1	< 0.1%
-30000	1	< 0.1%
-26214	1	< 0.1%

Value	Count	Frequency (%)
983931	1	< 0.1%
743970	1	< 0.1%
671563	1	< 0.1%
646770	1	< 0.1%
624475	1	< 0.1%

BILL_AMT3
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	22015
Distinct (%)	73.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	47026.92403

Minimum	-157264
Maximum	1664089
Zeros	2869
Zeros (%)	9.6%
Negative	655
Negative (%)	2.2%
Memory size	468.5 KiB

Quantile statistics

Minimum	-157264
5-th percentile	0
Q1	2667.25
median	20091.5
Q3	60174.5
95-th percentile	187835.75
Maximum	1664089
Range	1821353
Interquartile range (IQR)	57507.25

Descriptive statistics

Standard deviation	69360.88417
Coefficient of variation (CV)	1.474918583
Kurtosis	19.77628324
Mean	47026.92403
Median Absolute Deviation (MAD)	19711.5
Skewness	3.087219116
Sum	1410149344
Variance	4810932253
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2869	9.6%
390	275	0.9%
780	74	0.2%
326	63	0.2%
316	62	0.2%
396	48	0.2%
2500	40	0.1%
2400	39	0.1%
416	29	0.1%
200	26	0.1%
Other values (22005)	26461	88.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-157264	1	< 0.1%
-61506	1	< 0.1%
-46127	1	< 0.1%
-34041	1	< 0.1%
-25443	1	< 0.1%

Value	Count	Frequency (%)
1664089	1	< 0.1%
855086	1	< 0.1%
693131	1	< 0.1%
689643	1	< 0.1%
689627	1	< 0.1%

BILL_AMT4
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	21540
Distinct (%)	71.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	43276.91476

Minimum	-170000
Maximum	891586
Zeros	3194
Zeros (%)	10.7%
Negative	675
Negative (%)	2.3%
Memory size	468.5 KiB

Quantile statistics

Minimum	-170000
5-th percentile	0
Q1	2329.25
median	19056
Q3	54559.5
95-th percentile	174380.25
Maximum	891586
Range	1061586
Interquartile range (IQR)	52230.25

Descriptive statistics

Standard deviation	64343.80078
Coefficient of variation (CV)	1.486792696
Kurtosis	11.303771
Mean	43276.91476
Median Absolute Deviation (MAD)	18660
Skewness	2.8212682
Sum	1297701566
Variance	4140124699
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3194	10.7%
390	246	0.8%
780	101	0.3%
316	68	0.2%
326	62	0.2%
396	44	0.1%
2400	39	0.1%
150	39	0.1%
2500	34	0.1%
416	33	0.1%
Other values (21530)	26126	87.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-170000	1	< 0.1%
-81334	1	< 0.1%
-65167	1	< 0.1%
-50616	1	< 0.1%
-46627	1	< 0.1%

Value	Count	Frequency (%)
891586	1	< 0.1%
706864	1	< 0.1%
628699	1	< 0.1%
616836	1	< 0.1%
572805	1	< 0.1%

BILL_AMT5
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	21005
Distinct (%)	70.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	40326.76256

Minimum	-81334
Maximum	927171
Zeros	3502
Zeros (%)	11.7%
Negative	655
Negative (%)	2.2%
Memory size	468.5 KiB

Quantile statistics

Minimum	-81334
5-th percentile	0
Q1	1765.75
median	18118.5
Q3	50220.75
95-th percentile	165798.5
Maximum	927171
Range	1008505
Interquartile range (IQR)	48455

Descriptive statistics

Standard deviation	60806.54835
Coefficient of variation (CV)	1.507846018
Kurtosis	12.30059999
Mean	40326.76256
Median Absolute Deviation (MAD)	17702.5
Skewness	2.875731101
Sum	1209238302
Variance	3697436322
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	3502	11.7%
390	235	0.8%
780	94	0.3%
316	79	0.3%
326	62	0.2%
150	58	0.2%
396	47	0.2%
2400	39	0.1%
2500	37	0.1%
416	36	0.1%
Other values (20995)	25797	86.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-81334	1	< 0.1%
-61372	1	< 0.1%
-53007	1	< 0.1%
-46627	1	< 0.1%
-37594	1	< 0.1%

Value	Count	Frequency (%)
927171	1	< 0.1%
823540	1	< 0.1%
587067	1	< 0.1%
551702	1	< 0.1%
547880	1	< 0.1%

BILL_AMT6
Real number (ℝ)

HIGH CORRELATION
ZEROS

Distinct	20597
Distinct (%)	68.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38887.44718

Minimum	-339603
Maximum	961664
Zeros	4017
Zeros (%)	13.4%
Negative	688
Negative (%)	2.3%
Memory size	468.5 KiB

Quantile statistics

Minimum	-339603
5-th percentile	0
Q1	1257
median	17097.5
Q3	49227.75
95-th percentile	161912
Maximum	961664
Range	1301267
Interquartile range (IQR)	47970.75

Descriptive statistics

Standard deviation	59563.15405
Coefficient of variation (CV)	1.531680745
Kurtosis	12.26549564
Mean	38887.44718
Median Absolute Deviation (MAD)	16781.5
Skewness	2.845986675
Sum	1166078991
Variance	3547769321
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4017	13.4%
390	207	0.7%
780	86	0.3%
150	78	0.3%
316	77	0.3%
326	56	0.2%
396	45	0.2%
416	36	0.1%
-18	33	0.1%
2400	32	0.1%
Other values (20587)	25319	84.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-339603	1	< 0.1%
-209051	1	< 0.1%
-150953	1	< 0.1%
-94625	1	< 0.1%
-73895	1	< 0.1%

Value	Count	Frequency (%)
961664	1	< 0.1%
699944	1	< 0.1%
568638	1	< 0.1%
527711	1	< 0.1%
527566	1	< 0.1%

PAY_AMT1
Real number (ℝ_≥0)

ZEROS

Distinct	7939
Distinct (%)	26.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5663.448743

Minimum	0
Maximum	873552
Zeros	5247
Zeros (%)	17.5%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1000
median	2100
Q3	5006
95-th percentile	18425.25
Maximum	873552
Range	873552
Interquartile range (IQR)	4006

Descriptive statistics

Standard deviation	16566.50987
Coefficient of variation (CV)	2.92516285
Kurtosis	415.1242799
Mean	5663.448743
Median Absolute Deviation (MAD)	1931.5
Skewness	14.66660918
Sum	169824174
Variance	274449249.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5247	17.5%
2000	1363	4.5%
3000	891	3.0%
5000	698	2.3%
1500	507	1.7%
4000	426	1.4%
10000	401	1.3%
1000	365	1.2%
2500	298	1.0%
6000	294	1.0%
Other values (7929)	19496	65.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5247	17.5%
1	9	< 0.1%
2	14	< 0.1%
3	15	0.1%
4	18	0.1%

Value	Count	Frequency (%)
873552	1	< 0.1%
505000	1	< 0.1%
493358	1	< 0.1%
423903	1	< 0.1%
405016	1	< 0.1%

PAY_AMT2
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	7892
Distinct (%)	26.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5917.844061

Minimum	0
Maximum	1684259
Zeros	5394
Zeros (%)	18.0%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	833
median	2009
Q3	5000
95-th percentile	19001.75
Maximum	1684259
Range	1684259
Interquartile range (IQR)	4167

Descriptive statistics

Standard deviation	23040.83551
Coefficient of variation (CV)	3.893450939
Kurtosis	1642.424329
Mean	5917.844061
Median Absolute Deviation (MAD)	1991
Skewness	30.46741983
Sum	177452472
Variance	530880101.1
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5394	18.0%
2000	1290	4.3%
3000	857	2.9%
5000	717	2.4%
1000	594	2.0%
1500	521	1.7%
4000	410	1.4%
10000	318	1.1%
6000	283	0.9%
2500	251	0.8%
Other values (7882)	19351	64.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5394	18.0%
1	15	0.1%
2	20	0.1%
3	18	0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
1684259	1	< 0.1%
1227082	1	< 0.1%
1215471	1	< 0.1%
1024516	1	< 0.1%
580464	1	< 0.1%

PAY_AMT3
Real number (ℝ_≥0)

ZEROS

Distinct	7512
Distinct (%)	25.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5224.000967

Minimum	0
Maximum	896040
Zeros	5966
Zeros (%)	19.9%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	390
median	1800
Q3	4503
95-th percentile	17534.75
Maximum	896040
Range	896040
Interquartile range (IQR)	4113

Descriptive statistics

Standard deviation	17609.29387
Coefficient of variation (CV)	3.370844298
Kurtosis	564.2817568
Mean	5224.000967
Median Absolute Deviation (MAD)	1795
Skewness	17.21788413
Sum	156646893
Variance	310087230.7
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	5966	19.9%
2000	1285	4.3%
1000	1102	3.7%
3000	870	2.9%
5000	721	2.4%
1500	490	1.6%
4000	381	1.3%
10000	312	1.0%
1200	243	0.8%
6000	241	0.8%
Other values (7502)	18375	61.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	5966	19.9%
1	13	< 0.1%
2	19	0.1%
3	14	< 0.1%
4	15	0.1%

Value	Count	Frequency (%)
896040	1	< 0.1%
889043	1	< 0.1%
508229	1	< 0.1%
417588	1	< 0.1%
400972	1	< 0.1%

PAY_AMT4
Real number (ℝ_≥0)

ZEROS

Distinct	6933
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4826.639699

Minimum	0
Maximum	621000
Zeros	6405
Zeros (%)	21.4%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	296
median	1500
Q3	4013.75
95-th percentile	16011.75
Maximum	621000
Range	621000
Interquartile range (IQR)	3717.75

Descriptive statistics

Standard deviation	15669.21268
Coefficient of variation (CV)	3.246401981
Kurtosis	277.2442185
Mean	4826.639699
Median Absolute Deviation (MAD)	1500
Skewness	12.90329242
Sum	144731618
Variance	245524226
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6405	21.4%
1000	1394	4.6%
2000	1214	4.0%
3000	887	3.0%
5000	810	2.7%
1500	441	1.5%
4000	402	1.3%
10000	341	1.1%
500	258	0.9%
2500	258	0.9%
Other values (6923)	17576	58.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6405	21.4%
1	22	0.1%
2	22	0.1%
3	13	< 0.1%
4	20	0.1%

Value	Count	Frequency (%)
621000	1	< 0.1%
528897	1	< 0.1%
497000	1	< 0.1%
432130	1	< 0.1%
400046	1	< 0.1%

PAY_AMT5
Real number (ℝ_≥0)

ZEROS

Distinct	6892
Distinct (%)	23.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4800.441706

Minimum	0
Maximum	426529
Zeros	6700
Zeros (%)	22.3%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	251.5
median	1500
Q3	4031
95-th percentile	16000
Maximum	426529
Range	426529
Interquartile range (IQR)	3779.5

Descriptive statistics

Standard deviation	15281.70818
Coefficient of variation (CV)	3.183396261
Kurtosis	179.9832984
Mean	4800.441706
Median Absolute Deviation (MAD)	1500
Skewness	11.12497653
Sum	143946045
Variance	233530604.9
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	6700	22.3%
1000	1340	4.5%
2000	1323	4.4%
3000	947	3.2%
5000	814	2.7%
1500	426	1.4%
4000	401	1.3%
10000	343	1.1%
500	250	0.8%
6000	247	0.8%
Other values (6882)	17195	57.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6700	22.3%
1	21	0.1%
2	13	< 0.1%
3	13	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
426529	1	< 0.1%
417990	1	< 0.1%
388071	1	< 0.1%
379267	1	< 0.1%
332000	1	< 0.1%

PAY_AMT6
Real number (ℝ_≥0)

ZEROS

Distinct	6936
Distinct (%)	23.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5216.533582

Minimum	0
Maximum	528666
Zeros	7168
Zeros (%)	23.9%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	118
median	1500
Q3	4000
95-th percentile	17369
Maximum	528666
Range	528666
Interquartile range (IQR)	3882

Descriptive statistics

Standard deviation	17781.32692
Coefficient of variation (CV)	3.408648029
Kurtosis	167.0906005
Mean	5216.533582
Median Absolute Deviation (MAD)	1500
Skewness	10.63858739
Sum	156422976
Variance	316175586.9
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	7168	23.9%
1000	1299	4.3%
2000	1295	4.3%
3000	914	3.0%
5000	808	2.7%
1500	439	1.5%
4000	411	1.4%
10000	356	1.2%
500	247	0.8%
6000	220	0.7%
Other values (6926)	16829	56.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	7168	23.9%
1	20	0.1%
2	9	< 0.1%
3	14	< 0.1%
4	12	< 0.1%

Value	Count	Frequency (%)
528666	1	< 0.1%
527143	1	< 0.1%
443001	1	< 0.1%
422000	1	< 0.1%
403500	1	< 0.1%

Default
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.5 KiB

0	23350
1	6636

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29986
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Value	Count	Frequency (%)
0	23350	77.9%
1	6636	22.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
0	23350	77.9%
1	6636	22.1%

Most occurring characters

Value	Count	Frequency (%)
0	23350	77.9%
1	6636	22.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29986	100.0%

Most frequent character per category

Value	Count	Frequency (%)
0	23350	77.9%
1	6636	22.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	29986	100.0%

Most frequent character per script

Value	Count	Frequency (%)
0	23350	77.9%
1	6636	22.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29986	100.0%

Most frequent character per block

Value	Count	Frequency (%)
0	23350	77.9%
1	6636	22.1%

SE_MA
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.368638698

Minimum	1
Maximum	6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	4
Q3	5
95-th percentile	5
Maximum	6
Range	5
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	1.543187062
Coefficient of variation (CV)	0.4581040593
Kurtosis	-1.439433511
Mean	3.368638698
Median Absolute Deviation (MAD)	1
Skewness	-0.3497360266
Sum	101012
Variance	2.381426308
Monotocity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	9407	31.4%
4	8467	28.2%
2	6547	21.8%
1	5188	17.3%
6	232	0.8%
3	145	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	5188	17.3%
2	6547	21.8%
3	145	0.5%
4	8467	28.2%
5	9407	31.4%

Value	Count	Frequency (%)
6	232	0.8%
5	9407	31.4%
4	8467	28.2%
3	145	0.5%
2	6547	21.8%

AgeBin
Categorical

HIGH CORRELATION

Distinct	5
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	468.5 KiB

2	11231
1	9617
3	6459
4	2340
5	339

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	29986
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	2
4th row	2
5th row	4

Value	Count	Frequency (%)
2	11231	37.5%
1	9617	32.1%
3	6459	21.5%
4	2340	7.8%
5	339	1.1%

Histogram of lengths of the category

Value	Count	Frequency (%)
2	11231	37.5%
1	9617	32.1%
3	6459	21.5%
4	2340	7.8%
5	339	1.1%

Most occurring characters

Value	Count	Frequency (%)
2	11231	37.5%
1	9617	32.1%
3	6459	21.5%
4	2340	7.8%
5	339	1.1%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	29986	100.0%

Most frequent character per category

Value	Count	Frequency (%)
2	11231	37.5%
1	9617	32.1%
3	6459	21.5%
4	2340	7.8%
5	339	1.1%

Most occurring scripts

Value	Count	Frequency (%)
Common	29986	100.0%

Most frequent character per script

Value	Count	Frequency (%)
2	11231	37.5%
1	9617	32.1%
3	6459	21.5%
4	2340	7.8%
5	339	1.1%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	29986	100.0%

Most frequent character per block

Value	Count	Frequency (%)
2	11231	37.5%
1	9617	32.1%
3	6459	21.5%
4	2340	7.8%
5	339	1.1%

SE_AG
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	10
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	5.103748416

Minimum	1
Maximum	10
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	468.5 KiB

Quantile statistics

Minimum	1
5-th percentile	1
Q1	2
median	6
Q3	7
95-th percentile	8
Maximum	10
Range	9
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.553899468
Coefficient of variation (CV)	0.5003968181
Kurtosis	-1.323168512
Mean	5.103748416
Median Absolute Deviation (MAD)	2
Skewness	-0.3163160542
Sum	153041
Variance	6.522402491
Monotocity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
7	6670	22.2%
6	6337	21.1%
2	4561	15.2%
8	3691	12.3%
1	3280	10.9%
3	2768	9.2%
9	1248	4.2%
4	1092	3.6%
5	179	0.6%
10	160	0.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	3280	10.9%
2	4561	15.2%
3	2768	9.2%
4	1092	3.6%
5	179	0.6%

Value	Count	Frequency (%)
10	160	0.5%
9	1248	4.2%
8	3691	12.3%
7	6670	22.2%
6	6337	21.1%

Closeness_6
Real number (ℝ)

HIGH CORRELATION

Distinct	23644
Distinct (%)	78.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6812992165

Minimum	-2.88555
Maximum	2.50953
Zeros	28
Zeros (%)	0.1%
Negative	798
Negative (%)	2.7%
Memory size	468.5 KiB

Quantile statistics

Minimum	-2.88555
5-th percentile	0.026124375
Q1	0.4177436905
median	0.81459
Q3	0.99219875
95-th percentile	1
Maximum	2.50953
Range	5.39508
Interquartile range (IQR)	0.5744550595

Descriptive statistics

Standard deviation	0.3453089827
Coefficient of variation (CV)	0.5068389546
Kurtosis	0.1707189498
Mean	0.6812992165
Median Absolute Deviation (MAD)	0.18541
Skewness	-0.8546532032
Sum	20429.43831
Variance	0.1192382935
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	4017	13.4%
0.9922	42	0.1%
0.997	31	0.1%
0.961	31	0.1%
0	28	0.1%
0.995125	26	0.1%
0.99805	19	0.1%
0.99	16	0.1%
0.9805	16	0.1%
0.987	15	0.1%
Other values (23634)	25745	85.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.88555	1	< 0.1%
-1.6941	1	< 0.1%
-1.442066667	1	< 0.1%
-1.41605	1	< 0.1%
-1.19405	1	< 0.1%

Value	Count	Frequency (%)
2.50953	1	< 0.1%
2.212867857	1	< 0.1%
1.75	1	< 0.1%
1.720865517	1	< 0.1%
1.5805	1	< 0.1%

Closeness_5
Real number (ℝ)

HIGH CORRELATION

Distinct	24065
Distinct (%)	80.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6667713841

Minimum	-3.9355
Maximum	1.876742857
Zeros	20
Zeros (%)	0.1%
Negative	820
Negative (%)	2.7%
Memory size	468.5 KiB

Quantile statistics

Minimum	-3.9355
5-th percentile	0.0257
Q1	0.39750625
median	0.7877099379
Q3	0.9888571429
95-th percentile	1
Maximum	1.876742857
Range	5.812242857
Interquartile range (IQR)	0.5913508929

Descriptive statistics

Standard deviation	0.3505512357
Coefficient of variation (CV)	0.5257442717
Kurtosis	1.807782789
Mean	0.6667713841
Median Absolute Deviation (MAD)	0.2117170318
Skewness	-0.9281182575
Sum	19993.80672
Variance	0.1228861689
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3502	11.7%
0.9922	39	0.1%
0.9805	36	0.1%
0.961	34	0.1%
0.995125	30	0.1%
0.997	23	0.1%
0	20	0.1%
0.987	20	0.1%
0.9961	19	0.1%
0.974	16	0.1%
Other values (24055)	26247	87.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.9355	1	< 0.1%
-3.92625	1	< 0.1%
-2.498716667	1	< 0.1%
-1.73208	1	< 0.1%
-1.5335	1	< 0.1%

Value	Count	Frequency (%)
1.876742857	1	< 0.1%
1.7653	1	< 0.1%
1.75	1	< 0.1%
1.60962	1	< 0.1%
1.47225	1	< 0.1%

Closeness_4
Real number (ℝ)

HIGH CORRELATION

Distinct	24440
Distinct (%)	81.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.640378923

Minimum	-4.14685
Maximum	2.3745
Zeros	14
Zeros (%)	< 0.1%
Negative	1018
Negative (%)	3.4%
Memory size	468.5 KiB

Quantile statistics

Minimum	-4.14685
5-th percentile	0.0137075
Q1	0.3319189951
median	0.757585
Q3	0.985672
95-th percentile	1
Maximum	2.3745
Range	6.52135
Interquartile range (IQR)	0.6537530049

Descriptive statistics

Standard deviation	0.3686953778
Coefficient of variation (CV)	0.5757456477
Kurtosis	1.3571981
Mean	0.640378923
Median Absolute Deviation (MAD)	0.2407091176
Skewness	-0.8346489936
Sum	19202.40239
Variance	0.1359362816
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	3194	10.7%
0.961	47	0.2%
0.9922	45	0.2%
0.9805	36	0.1%
0.995125	27	0.1%
0.987	20	0.1%
0.997	20	0.1%
0.99805	18	0.1%
0.9961	16	0.1%
0.9875	15	0.1%
Other values (24430)	26548	88.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-4.14685	1	< 0.1%
-3.6455	1	< 0.1%
-2.71595	1	< 0.1%
-2.170033333	1	< 0.1%
-1.79824	1	< 0.1%

Value	Count	Frequency (%)
2.3745	1	< 0.1%
2.0433	1	< 0.1%
1.8758	1	< 0.1%
1.75	1	< 0.1%
1.653846154	1	< 0.1%

Closeness_3
Real number (ℝ)

HIGH CORRELATION

Distinct	24726
Distinct (%)	82.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.6076811577

Minimum	-9.688575
Maximum	2.0251
Zeros	5
Zeros (%)	< 0.1%
Negative	1583
Negative (%)	5.3%
Memory size	468.5 KiB

Quantile statistics

Minimum	-9.688575
5-th percentile	-0.00171
Q1	0.2445238871
median	0.7264225
Q3	0.98395325
95-th percentile	1
Maximum	2.0251
Range	11.713675
Interquartile range (IQR)	0.7394293629

Descriptive statistics

Standard deviation	0.3964647048
Coefficient of variation (CV)	0.6524222444
Kurtosis	16.25047825
Mean	0.6076811577
Median Absolute Deviation (MAD)	0.2716325
Skewness	-1.326840115
Sum	18221.9272
Variance	0.1571842621
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2869	9.6%
0.9922	41	0.1%
0.9805	38	0.1%
0.961	31	0.1%
0.995125	30	0.1%
0.987	30	0.1%
0.997	21	0.1%
0.9961	20	0.1%
0.9875	19	0.1%
0.99805	16	0.1%
Other values (24716)	26871	89.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-9.688575	1	< 0.1%
-4.3914	1	< 0.1%
-3.55805	1	< 0.1%
-2.8632	1	< 0.1%
-2.47605	1	< 0.1%

Value	Count	Frequency (%)
2.0251	1	< 0.1%
1.925082353	1	< 0.1%
1.75	1	< 0.1%
1.1872	1	< 0.1%
1.16962	1	< 0.1%

Closeness_2
Real number (ℝ)

HIGH CORRELATION

Distinct	25076
Distinct (%)	83.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5887250858

Minimum	-5.3805
Maximum	2.39554
Zeros	2
Zeros (%)	< 0.1%
Negative	1940
Negative (%)	6.5%
Memory size	468.5 KiB

Quantile statistics

Minimum	-5.3805
5-th percentile	-0.01036809955
Q1	0.1933329545
median	0.7035604545
Q3	0.981665
95-th percentile	1
Maximum	2.39554
Range	7.77604
Interquartile range (IQR)	0.7883320455

Descriptive statistics

Standard deviation	0.4045605353
Coefficient of variation (CV)	0.6871807319
Kurtosis	2.673035351
Mean	0.5887250858
Median Absolute Deviation (MAD)	0.2937837677
Skewness	-0.8175524053
Sum	17653.51042
Variance	0.1636692267
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2504	8.4%
0.9922	35	0.1%
0.987	29	0.1%
0.9805	29	0.1%
0.995125	28	0.1%
0.961	24	0.1%
0.997	19	0.1%
0.9961	15	0.1%
0.9930555556	14	< 0.1%
0.9875	14	< 0.1%
Other values (25066)	27275	91.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.3805	1	< 0.1%
-4.4562	1	< 0.1%
-3.2676	1	< 0.1%
-2.7631	1	< 0.1%
-2.7566	1	< 0.1%

Value	Count	Frequency (%)
2.39554	1	< 0.1%
1.964657143	1	< 0.1%
1.2989	1	< 0.1%
1.271733333	1	< 0.1%
1.254428571	1	< 0.1%

Closeness_1
Real number (ℝ)

HIGH CORRELATION

Distinct	25557
Distinct (%)	85.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.576078443

Minimum	-5.4553
Maximum	1.619892
Zeros	8
Zeros (%)	< 0.1%
Negative	2115
Negative (%)	7.1%
Memory size	468.5 KiB

Quantile statistics

Minimum	-5.4553
5-th percentile	-0.01313026316
Q1	0.1700104167
median	0.685640724
Q3	0.9779548913
95-th percentile	1
Maximum	1.619892
Range	7.075192
Interquartile range (IQR)	0.8079444746

Descriptive statistics

Standard deviation	0.4114713624
Coefficient of variation (CV)	0.7142627317
Kurtosis	2.618953272
Mean	0.576078443
Median Absolute Deviation (MAD)	0.3096397522
Skewness	-0.8186595073
Sum	17274.28819
Variance	0.1693086821
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1	2004	6.7%
0.9922	37	0.1%
0.9805	36	0.1%
0.995125	26	0.1%
0.9961	23	0.1%
0.987	23	0.1%
0.9875	21	0.1%
0.997	19	0.1%
0.961	17	0.1%
0.9930555556	16	0.1%
Other values (25547)	27764	92.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-5.4553	1	< 0.1%
-4.3095	1	< 0.1%
-3.1406	1	< 0.1%
-2.9529	1	< 0.1%
-2.7255	1	< 0.1%

Value	Count	Frequency (%)
1.619892	1	< 0.1%
1.551933333	1	< 0.1%
1.2309	1	< 0.1%
1.2	1	< 0.1%
1.19604	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	Default	SE_MA	AgeBin	SE_AG	Closeness_6	Closeness_5	Closeness_4	Closeness_3	Closeness_2	Closeness_1
0	20000	2	2	1	24	2	2	-1	-1	-2	-2	3913	3102	689	0	0	0	0	689	0	0	0	0	1	4	1	6	1.00	1.00	1.00	0.97	0.84	0.80
1	120000	2	2	2	26	-1	2	0	0	0	2	2682	1725	2682	3272	3455	3261	0	1000	1000	1000	0	2000	1	5	1	6	0.97	0.97	0.97	0.98	0.99	0.98
2	90000	2	2	2	34	0	0	0	0	0	0	29239	14027	13559	14331	14948	15549	1518	1500	1000	1000	1000	5000	0	5	2	7	0.83	0.83	0.84	0.85	0.84	0.68
3	50000	2	2	1	37	0	0	0	0	0	0	46990	48233	49291	28314	28959	29547	2000	2019	1200	1100	1069	1000	0	4	2	7	0.41	0.42	0.43	0.01	0.04	0.06
4	50000	1	2	1	57	-1	0	-1	0	0	0	8617	5670	35835	20940	19146	19131	2000	36681	10000	9000	689	679	0	1	4	4	0.62	0.62	0.58	0.28	0.89	0.83
5	50000	1	1	2	37	0	0	0	0	0	0	64400	57069	57608	19394	19619	20024	2500	1815	657	1000	1000	800	0	2	2	2	0.60	0.61	0.61	-0.15	-0.14	-0.29
6	500000	1	1	2	29	0	0	0	0	0	0	367965	412023	445007	542653	483003	473944	55000	40000	38000	20239	13750	13770	0	2	1	1	0.05	0.03	-0.09	0.11	0.18	0.26
7	100000	2	2	2	23	0	-1	-1	0	0	-1	11876	380	601	221	-159	567	380	601	0	581	1687	1542	0	5	1	6	0.99	1.00	1.00	0.99	1.00	0.88
8	140000	2	3	1	28	0	0	2	0	0	0	11285	14096	12108	12211	11793	3719	3329	0	432	1000	1000	1000	0	4	1	6	0.97	0.92	0.91	0.91	0.90	0.92
9	20000	1	3	2	35	-2	-2	-2	-2	-1	-1	0	0	0	0	13007	13912	0	0	0	13007	1122	0	0	2	2	2	0.30	0.35	1.00	1.00	1.00	1.00

Last rows

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	PAY_AMT1	PAY_AMT2	PAY_AMT3	PAY_AMT4	PAY_AMT5	PAY_AMT6	Default	SE_MA	AgeBin	SE_AG	Closeness_6	Closeness_5	Closeness_4	Closeness_3	Closeness_2	Closeness_1
29990	140000	1	2	1	41	0	0	0	0	0	0	138325	137142	139110	138262	49675	46121	6000	7000	4228	1505	2000	2000	0	1	3	3	0.67	0.65	0.01	6.36e-03	0.02	0.01
29991	210000	1	2	1	34	3	2	2	2	2	2	2500	2500	2500	2500	2500	2500	0	0	0	0	0	0	1	1	2	2	0.99	0.99	0.99	9.88e-01	0.99	0.99
29992	10000	1	3	1	43	0	0	0	-2	-2	-2	8802	10400	0	0	0	0	2000	0	0	0	0	0	0	1	3	3	1.00	1.00	1.00	1.00e+00	-0.04	0.12
29993	100000	1	1	2	38	0	-1	-1	0	0	0	3042	1427	102996	70626	69473	55004	2000	111784	4000	3000	2000	2000	0	2	2	2	0.45	0.31	0.29	-3.00e-02	0.99	0.97
29994	80000	1	2	2	34	2	2	2	2	2	2	72557	77708	79384	77519	82607	81158	7000	3500	0	7000	0	4000	1	2	2	2	-0.01	-0.03	0.03	7.70e-03	0.03	0.09
29995	220000	1	3	1	39	0	0	0	0	0	0	188948	192815	208365	88004	31237	15980	8500	20000	5003	3047	5000	1000	0	1	2	2	0.93	0.86	0.60	5.29e-02	0.12	0.14
29996	150000	1	3	2	43	-1	-1	-1	-1	0	0	1683	1828	3502	8979	5190	0	1837	3526	8998	129	0	0	0	2	3	3	1.00	0.97	0.94	9.77e-01	0.99	0.99
29997	30000	1	2	2	37	4	3	2	-1	0	0	3565	3356	2758	20878	20582	19357	0	0	22000	4200	2000	3100	1	2	2	2	0.35	0.31	0.30	9.08e-01	0.89	0.88
29998	80000	1	3	1	41	1	-1	0	0	0	-1	-1645	78379	76304	52774	11855	48944	85900	3409	1178	1926	52964	1804	1	1	3	3	0.39	0.85	0.34	4.62e-02	0.02	1.02
29999	50000	1	2	1	46	0	0	0	0	0	0	47929	48905	49764	36535	32428	15313	2078	1800	1430	1000	1000	1000	1	1	3	3	0.69	0.35	0.27	4.72e-03	0.02	0.04

Most frequent

	LIMIT_BAL	SEX	EDUCATION	MARRIAGE	AGE	PAY_0	PAY_2	PAY_3	PAY_4	PAY_5	PAY_6	BILL_AMT1	BILL_AMT2	BILL_AMT3	BILL_AMT4	BILL_AMT5	BILL_AMT6	Default	SE_MA	AgeBin	SE_AG	Closeness_6	Closeness_5	Closeness_4	Closeness_3	Closeness_2	Closeness_1	count
0	20000	1	2	2	24	2	2	4	4	4	4	1650	1650	1650	1650	1650	1650	1	2	1	1	0.92	0.92	0.92	0.92	0.92	0.92	2
1	50000	1	2	2	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2	1	1	1.00	1.00	1.00	1.00	1.00	1.00	2
2	50000	2	1	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	5	1	6	1.00	1.00	1.00	1.00	1.00	1.00	2
3	80000	2	2	1	31	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	4	2	7	1.00	1.00	1.00	1.00	1.00	1.00	2
4	80000	2	2	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	5	1	6	1.00	1.00	1.00	1.00	1.00	1.00	2
5	80000	2	3	1	42	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	4	3	8	1.00	1.00	1.00	1.00	1.00	1.00	2
6	90000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	5	2	7	1.00	1.00	1.00	1.00	1.00	1.00	2
7	100000	2	2	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	4	3	8	1.00	1.00	1.00	1.00	1.00	1.00	2
8	110000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	5	2	7	1.00	1.00	1.00	1.00	1.00	1.00	2
9	140000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	2	1	1	1.00	1.00	1.00	1.00	1.00	1.00	2

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Most occurring characters

Most occurring categories

Most frequent character per category

Most occurring scripts

Most frequent character per script

Most occurring blocks

Most frequent character per block

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows

Duplicate rows

Most frequent